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Make use of provenance information for analysis or provenance graph #48

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chrishkchris opened this issue May 11, 2020 · 0 comments
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@chrishkchris
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There are be lots of provenance information stored during create train job, create dataset, create model, and create inference job.

For example, to get the model information, we can use

client.get_available_models(task='IMAGE_CLASSIFICATION')

 'datetime_created': 'Mon, 17 Dec 2018 07:06:03 GMT',
 'dependencies': {'tensorflow': '1.12.0'},
 'id': '45df3f34-53d7-4fb8-a7c2-55391ea10030',
 'name': 'TfFeedForward',
 'task': 'IMAGE_CLASSIFICATION',
 'user_id': 'fb5671f1-c673-40e7-b53a-9208eb1ccc50'},
 {'access_right': 'PRIVATE',
 'datetime_created': 'Mon, 17 Dec 2018 07:06:03 GMT',
 'dependencies': {'scikit-learn': '0.20.0'},
 'id': 'd0ea96ce-478b-4167-8a84-eb36ae631235',
 'name': 'SkDt',
 'task': 'IMAGE_CLASSIFICATION',
 'user_id': 'fb5671f1-c673-40e7-b53a-9208eb1ccc50'}]

This issue suggests using some provenance information for analysis or to build a provenance graph.

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